{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## Matplotlib标记\n",
    "可用使用关键字参数 **marker** 绘制指定标记来强调每一个点"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用圆圈标记每个店\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "y = np.array([3, 8, 1, 10])\n",
    "\n",
    "plt.plot(y, marker='o')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Marker 值参考\n",
    "Marker 语法\t描述\n",
    "‘o’\t圆形\n",
    "‘*’\t星形\n",
    "‘.’\t点\n",
    "‘,’\t像素\n",
    "‘x’\tX\n",
    "‘X’\tX (填充)\n",
    "‘+’\t加号\n",
    "‘P’\t加号 (填充)\n",
    "\n",
    "‘D’\t菱形\n",
    "‘d’\t菱形 (细)\n",
    "‘p’\t五角形\n",
    "‘H’\t六角形\n",
    "‘h’\t六角形\n",
    "‘v’\t向下的三角形\n",
    "‘^’\t向上的三角形\n",
    "‘<’\t向左的三角形\n",
    "‘>’\t向右的三角形\n",
    "‘1’\t向下\n",
    "‘2’\t向上\n",
    "‘3’\t向左\n",
    "‘4’\t向右\n",
    "‘|’\t分隔线\n",
    "‘_’\t下划线"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 字符串格式fmt\n",
    "**marker|line|color**\n",
    "\n",
    "## Line值参考\n",
    "Line   语法\n",
    "'-'\t   实线\n",
    "':'    虚线\n",
    "'--'   短划线\n",
    "'-.'   虚线加短划线\n",
    "## Color值参考\n",
    "Color 语法\t描述\n",
    "‘r’\t红色\n",
    "‘g’\t绿色\n",
    "‘b’\t蓝色\n",
    "‘c’\t青色\n",
    "‘m’\t品红色\n",
    "‘y’\t黄色\n",
    "‘k’\t黑色\n",
    "‘w’\t白色\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "y = np.array([3, 8, 1, 10])\n",
    "\n",
    "#plt.plot(y, 'o:r')\n",
    "#plt.plot(y, 'or')\n",
    "#plt.plot(y, 'o:')\n",
    "#plt.plot(y, ':r')\n",
    "plt.plot(y, 'o-.c')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 标记的大小\n",
    "您可以使用关键字参数 markersize 或者简写方式, ms 去设置标记的大小:"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 把标记大小设置为20\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "y = np.array([3, 8, 1, 10])\n",
    "\n",
    "plt.plot(y, 'o-g', markersize=20)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 标记的颜色\n",
    "* 使用关键字参数 markeredgecolor or 或者简写方式 mec 来设置标记的边缘颜色\n",
    "* 使用关键字参数 markerfacecolor 或者简写方式 mfc 在标记的边缘内设置颜色\n",
    "* 使用 十六进制颜色值"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "y = np.array([3, 8, 1, 10])\n",
    "\n",
    "# plt.plot(y, 'o-g', markersize=20, mec='r', mfc='b')\n",
    "plt.plot(y, 'o-g', markersize=20, mec='#4C2F50', mfc='b')\n",
    "plt.show()"
   ],
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    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
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